All functions |
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Summarize and Compare Model Fits |
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Differential Expression Analysis using a Topic Model |
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PCA, t-SNE and UMAP Plots |
Low-dimensional Embeddings from Poisson NMF or Multinomial Topic Model |
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Fit Simple Multinomial Model |
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Fit Non-negative Matrix Factorization to Count Data |
Simple Interface for Fitting a Multinomial Topic Model |
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NMF and Topic Model Likelihoods and Deviances |
Loadings Plot |
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Combine Topics in Multinomial Topic Model |
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Recover Poisson NMF Fit from Multinomial Topic Model Fit |
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Mixture of 10 FACS-purified PBMC Single-Cell RNA-seq data |
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Plot Log-Likelihood Versus Rank |
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Plot Progress of Model Fitting Over Time |
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Recover Multinomial Topic Model Fit from Poisson NMF fit |
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Predict Methods for Poisson NMF and Multinomial Topic Model |
Perform HOMER Motif Enrichment Analysis using DE Genomic Positions |
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Extract or Re-order Data Rows in Poisson NMF or Multinomial Topic Model Fit |
Simulate Count Data from Poisson NMF Model |
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Simulate Gene Expression Data from Poisson NMF or Multinomial Topic Model |
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Simulate Toy Gene Expression Data |
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Structure Plot |
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Summarize Poisson NMF or Multinomial Topic Model Fit |
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Volcano Plots for Visualizing Results of Differential Expression Analysis |